Beyond Execution: Static-Analysis Rewards and Hint-Conditioned Diffusion RL for Code Generation

Shuyin Ouyang, Zhaozhi Qian, Faroq AL-Tam +2

Reinforcement Learning (RL) is an important paradigm for aligning Diffusion Language Models (DLMs) toward functional correctness in code generation. However, these models often enc…